AI engineer. Father of two incredible young men. Tech optimist. Hard core hill climber.
Joined January 2024
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Why the switch worked:
Gavin holds all long-term context and orchestrates. When a task comes in, he spawns fresh workers with exactly what they need (role prompt tools prior outputs) and they die when done. No stale memory, no coordination hell.
Prompts built from composable Markdown files — 16 role templates, 33 playbooks, 400 combinations. New capability = new file. Not code rewrite.
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11 hard-earned rules from 800 tasks and one literal AI death. Here are the biggest ones:
1. Pick the one-orchestrator disposable workers pattern from day one.
2. Write everything down before you execute. Memory is discipline, not technology.
3. Build human gates into workflows. They’re not overhead — they’re what makes the system trustworthy.
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